Exploratory Data Analysis - Telco NPS Data

Dataset statistics

Number of variables	45
Number of observations	314
Missing cells	0
Missing cells (%)	0.0%
Total size in memory	38.7 KiB
Average record size in memory	126.2 B

Variable types

Categorical	24
Numeric	21

Alerts

`calidad_produc` is highly overall correlated with `calif_voz`	High correlation
`calif_voz` is highly overall correlated with `calidad_produc` and 2 other fields	High correlation
`senal_voz` is highly overall correlated with `calif_voz` and 1 other fields	High correlation
`estabil_llamada` is highly overall correlated with `calif_voz` and 1 other fields	High correlation
`recharges_month_a` is highly overall correlated with `calls_out_month_p` and 3 other fields	High correlation
`nr_recharges_month_a` is highly overall correlated with `recharges_month_a` and 2 other fields	High correlation
`paq_990_m1` is highly overall correlated with `max_rech` and 1 other fields	High correlation
`consumo_granel_m1` is highly overall correlated with `max_network_voice` and 2 other fields	High correlation
`vlr_cargas_m1` is highly overall correlated with `calls_drop_s` and 4 other fields	High correlation
`cant_cargas_m1` is highly overall correlated with `calls_drop_s` and 4 other fields	High correlation
`calls_drop_s` is highly overall correlated with `calls_failure_s` and 2 other fields	High correlation
`calls_failure_s` is highly overall correlated with `calls_drop_s` and 2 other fields	High correlation
`calls_out_month_p` is highly overall correlated with `recharges_month_a`	High correlation
`technology` is highly overall correlated with `max_network_voice` and 1 other fields	High correlation
`max_network_voice` is highly overall correlated with `technology` and 2 other fields	High correlation
`paq_datos_m1` is highly overall correlated with `max_rech`	High correlation
`max_rech` is highly overall correlated with `max_network_voice` and 3 other fields	High correlation
`band_7` is highly overall correlated with `technology`	High correlation
`antigued` is highly imbalanced (79.8%)	Imbalance
`paq_bund_m1` is highly imbalanced (69.6%)	Imbalance
`consumos_voz_m1` is highly imbalanced (51.5%)	Imbalance
`pyp_m1` is highly imbalanced (69.6%)	Imbalance
`promo_recarga_m1` is highly imbalanced (52.5%)	Imbalance
`dia_sorpresa_m1` is highly imbalanced (88.2%)	Imbalance
`calls_in_tot_p` has unique values	Unique
`duration_all_in_a` has unique values	Unique
`calls_drop_s` has 112 (35.7%) zeros	Zeros
`calls_failure_s` has 86 (27.4%) zeros	Zeros
`no_answer_calls_p` has 5 (1.6%) zeros	Zeros
`setup_failure_perc_a` has 56 (17.8%) zeros	Zeros
`dropped_calls_perc_a` has 64 (20.4%) zeros	Zeros
`recharges_month_a` has 22 (7.0%) zeros	Zeros
`nr_recharges_month_a` has 22 (7.0%) zeros	Zeros
`vlr_cargas_m1` has 36 (11.5%) zeros	Zeros
`cant_cargas_m1` has 36 (11.5%) zeros	Zeros

Reproduction

Analysis started	2023-07-11 01:05:36.392120
Analysis finished	2023-07-11 01:07:51.084102
Duration	2 minutes and 14.69 seconds
Software version	ydata-profiling vv4.3.1
Download configuration	config.json

antigued
Categorical

IMBALANCE

Distinct	4
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Más de 2 años	296
Entre 1 y 2 años	8
Entre 2 meses y 6 meses	6
Entre 7 meses y 1 año	4

Length

Max length	23
Median length	13
Mean length	13.369427
Min length	13

Characters and Unicode

Total characters	4198
Distinct characters	19
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Más de 2 años
2nd row	Más de 2 años
3rd row	Más de 2 años
4th row	Más de 2 años
5th row	Más de 2 años

Common Values

Value	Count	Frequency (%)
Más de 2 años	296	94.3%
Entre 1 y 2 años	8	2.5%
Entre 2 meses y 6 meses	6	1.9%
Entre 7 meses y 1 año	4	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	310	24.1%
años	304	23.7%
más	296	23.1%
de	296	23.1%
entre	18	1.4%
y	18	1.4%
meses	16	1.2%
1	12	0.9%
6	6	0.5%
7	4	0.3%

Most occurring characters

Value	Count	Frequency (%)
	970	23.1%
s	632	15.1%
e	346	8.2%
2	310	7.4%
o	308	7.3%
ñ	308	7.3%
a	308	7.3%
á	296	7.1%
M	296	7.1%
d	296	7.1%
Other values (9)	128	3.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2582	61.5%
Space Separator	970	23.1%
Decimal Number	332	7.9%
Uppercase Letter	314	7.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	632	24.5%
e	346	13.4%
o	308	11.9%
ñ	308	11.9%
a	308	11.9%
á	296	11.5%
d	296	11.5%
n	18	0.7%
t	18	0.7%
r	18	0.7%
Other values (2)	34	1.3%

Decimal Number

Value	Count	Frequency (%)
2	310	93.4%
1	12	3.6%
6	6	1.8%
7	4	1.2%

Uppercase Letter

Value	Count	Frequency (%)
M	296	94.3%
E	18	5.7%

Space Separator

Value	Count	Frequency (%)
	970	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2896	69.0%
Common	1302	31.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	632	21.8%
e	346	11.9%
o	308	10.6%
ñ	308	10.6%
a	308	10.6%
á	296	10.2%
M	296	10.2%
d	296	10.2%
E	18	0.6%
n	18	0.6%
Other values (4)	70	2.4%

Common

Value	Count	Frequency (%)
	970	74.5%
2	310	23.8%
1	12	0.9%
6	6	0.5%
7	4	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3594	85.6%
None	604	14.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	970	27.0%
s	632	17.6%
e	346	9.6%
2	310	8.6%
o	308	8.6%
a	308	8.6%
M	296	8.2%
d	296	8.2%
E	18	0.5%
n	18	0.5%
Other values (7)	92	2.6%

None

Value	Count	Frequency (%)
ñ	308	51.0%
á	296	49.0%

grupo_edad
Categorical

Distinct	6
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

De 26 a 35 años	83
De 46 a 55 años	67
De 36 a 45 años	66
De 18 a 25 años	57
De 56 a 65 años	36

Length

Max length	15
Median length	15
Mean length	14.904459
Min length	9

Characters and Unicode

Total characters	4680
Distinct characters	17
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	De 36 a 45 años
2nd row	De 56 a 65 años
3rd row	De 46 a 55 años
4th row	De 26 a 35 años
5th row	De 36 a 45 años

Common Values

Value	Count	Frequency (%)
De 26 a 35 años	83	26.4%
De 46 a 55 años	67	21.3%
De 36 a 45 años	66	21.0%
De 18 a 25 años	57	18.2%
De 56 a 65 años	36	11.5%
Más de 66	5	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
de	314	20.1%
a	309	19.8%
años	309	19.8%
26	83	5.3%
35	83	5.3%
46	67	4.3%
55	67	4.3%
36	66	4.2%
45	66	4.2%
18	57	3.7%
Other values (5)	139	8.9%

Most occurring characters

Value	Count	Frequency (%)
	1246	26.6%
a	618	13.2%
5	412	8.8%
s	314	6.7%
e	314	6.7%
D	309	6.6%
o	309	6.6%
ñ	309	6.6%
6	298	6.4%
3	149	3.2%
Other values (7)	402	8.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1874	40.0%
Space Separator	1246	26.6%
Decimal Number	1246	26.6%
Uppercase Letter	314	6.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	618	33.0%
s	314	16.8%
e	314	16.8%
o	309	16.5%
ñ	309	16.5%
á	5	0.3%
d	5	0.3%

Decimal Number

Value	Count	Frequency (%)
5	412	33.1%
6	298	23.9%
3	149	12.0%
2	140	11.2%
4	133	10.7%
1	57	4.6%
8	57	4.6%

Uppercase Letter

Value	Count	Frequency (%)
D	309	98.4%
M	5	1.6%

Space Separator

Value	Count	Frequency (%)
	1246	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2492	53.2%
Latin	2188	46.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	618	28.2%
s	314	14.4%
e	314	14.4%
D	309	14.1%
o	309	14.1%
ñ	309	14.1%
M	5	0.2%
á	5	0.2%
d	5	0.2%

Common

Value	Count	Frequency (%)
	1246	50.0%
5	412	16.5%
6	298	12.0%
3	149	6.0%
2	140	5.6%
4	133	5.3%
1	57	2.3%
8	57	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4366	93.3%
None	314	6.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1246	28.5%
a	618	14.2%
5	412	9.4%
s	314	7.2%
e	314	7.2%
D	309	7.1%
o	309	7.1%
6	298	6.8%
3	149	3.4%
2	140	3.2%
Other values (5)	257	5.9%

None

Value	Count	Frequency (%)
ñ	309	98.4%
á	5	1.6%

gener
Categorical

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

FemeniNO	172
MasculiNO	142

Length

Max length	9
Median length	8
Mean length	8.4522293
Min length	8

Characters and Unicode

Total characters	2654
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MasculiNO
2nd row	MasculiNO
3rd row	FemeniNO
4th row	FemeniNO
5th row	FemeniNO

Common Values

Value	Count	Frequency (%)
FemeniNO	172	54.8%
MasculiNO	142	45.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
femenino	172	54.8%
masculino	142	45.2%

Most occurring characters

Value	Count	Frequency (%)
e	344	13.0%
i	314	11.8%
N	314	11.8%
O	314	11.8%
F	172	6.5%
m	172	6.5%
n	172	6.5%
M	142	5.4%
a	142	5.4%
s	142	5.4%
Other values (3)	426	16.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1712	64.5%
Uppercase Letter	942	35.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	344	20.1%
i	314	18.3%
m	172	10.0%
n	172	10.0%
a	142	8.3%
s	142	8.3%
c	142	8.3%
u	142	8.3%
l	142	8.3%

Uppercase Letter

Value	Count	Frequency (%)
N	314	33.3%
O	314	33.3%
F	172	18.3%
M	142	15.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2654	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	344	13.0%
i	314	11.8%
N	314	11.8%
O	314	11.8%
F	172	6.5%
m	172	6.5%
n	172	6.5%
M	142	5.4%
a	142	5.4%
s	142	5.4%
Other values (3)	426	16.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2654	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	344	13.0%
i	314	11.8%
N	314	11.8%
O	314	11.8%
F	172	6.5%
m	172	6.5%
n	172	6.5%
M	142	5.4%
a	142	5.4%
s	142	5.4%
Other values (3)	426	16.1%

estado_civil
Categorical

Distinct	6
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

SOLTERO (A)	103
UNIÓN LIBRE	101
CASADO (A)	90
DIVORCIADO (A)	12
NO RESPONDE	4

Length

Max length	14
Median length	11
Mean length	10.802548
Min length	9

Characters and Unicode

Total characters	3392
Distinct characters	19
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	UNIÓN LIBRE
2nd row	SOLTERO (A)
3rd row	UNIÓN LIBRE
4th row	DIVORCIADO (A)
5th row	UNIÓN LIBRE

Common Values

Value	Count	Frequency (%)
SOLTERO (A)	103	32.8%
UNIÓN LIBRE	101	32.2%
CASADO (A)	90	28.7%
DIVORCIADO (A)	12	3.8%
NO RESPONDE	4	1.3%
VIUDO (A)	4	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a	209	33.3%
soltero	103	16.4%
unión	101	16.1%
libre	101	16.1%
casado	90	14.3%
divorciado	12	1.9%
no	4	0.6%
responde	4	0.6%
viudo	4	0.6%

Most occurring characters

Value	Count	Frequency (%)
A	401	11.8%
O	332	9.8%
	314	9.3%
I	230	6.8%
R	220	6.5%
E	212	6.2%
N	210	6.2%
)	209	6.2%
(	209	6.2%
L	204	6.0%
Other values (9)	851	25.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2660	78.4%
Space Separator	314	9.3%
Close Punctuation	209	6.2%
Open Punctuation	209	6.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	401	15.1%
O	332	12.5%
I	230	8.6%
R	220	8.3%
E	212	8.0%
N	210	7.9%
L	204	7.7%
S	197	7.4%
D	122	4.6%
U	105	3.9%
Other values (6)	427	16.1%

Space Separator

Value	Count	Frequency (%)
	314	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	209	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	209	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2660	78.4%
Common	732	21.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	401	15.1%
O	332	12.5%
I	230	8.6%
R	220	8.3%
E	212	8.0%
N	210	7.9%
L	204	7.7%
S	197	7.4%
D	122	4.6%
U	105	3.9%
Other values (6)	427	16.1%

Common

Value	Count	Frequency (%)
	314	42.9%
)	209	28.6%
(	209	28.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3291	97.0%
None	101	3.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	401	12.2%
O	332	10.1%
	314	9.5%
I	230	7.0%
R	220	6.7%
E	212	6.4%
N	210	6.4%
)	209	6.4%
(	209	6.4%
L	204	6.2%
Other values (8)	750	22.8%

None

Value	Count	Frequency (%)
Ó	101	100.0%

region
Categorical

Distinct	6
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

Centro	153
Noroccidente	55
Costa	49
Suroccidente	42
Oriente	11

Length

Max length	12
Median length	10
Mean length	7.7834395
Min length	5

Characters and Unicode

Total characters	2444
Distinct characters	15
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Costa
2nd row	Suroccidente
3rd row	Centro
4th row	Centro
5th row	Centro

Common Values

Value	Count	Frequency (%)
Centro	153	48.7%
Noroccidente	55	17.5%
Costa	49	15.6%
Suroccidente	42	13.4%
Oriente	11	3.5%
Suroriente	4	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
centro	153	48.7%
noroccidente	55	17.5%
costa	49	15.6%
suroccidente	42	13.4%
oriente	11	3.5%
suroriente	4	1.3%

Most occurring characters

Value	Count	Frequency (%)
e	377	15.4%
o	358	14.6%
t	314	12.8%
r	269	11.0%
n	265	10.8%
C	202	8.3%
c	194	7.9%
i	112	4.6%
d	97	4.0%
N	55	2.3%
Other values (5)	201	8.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2130	87.2%
Uppercase Letter	314	12.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	377	17.7%
o	358	16.8%
t	314	14.7%
r	269	12.6%
n	265	12.4%
c	194	9.1%
i	112	5.3%
d	97	4.6%
s	49	2.3%
a	49	2.3%

Uppercase Letter

Value	Count	Frequency (%)
C	202	64.3%
N	55	17.5%
S	46	14.6%
O	11	3.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2444	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	377	15.4%
o	358	14.6%
t	314	12.8%
r	269	11.0%
n	265	10.8%
C	202	8.3%
c	194	7.9%
i	112	4.6%
d	97	4.0%
N	55	2.3%
Other values (5)	201	8.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2444	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	377	15.4%
o	358	14.6%
t	314	12.8%
r	269	11.0%
n	265	10.8%
C	202	8.3%
c	194	7.9%
i	112	4.6%
d	97	4.0%
N	55	2.3%
Other values (5)	201	8.2%

calidad_produc
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.0605096

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.404635
Coefficient of variation (CV)	0.34057527
Kurtosis	0.10006836
Mean	7.0605096
Median Absolute Deviation (MAD)	1
Skewness	-0.85276258
Sum	2217
Variance	5.7822694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8	70	22.3%
9	50	15.9%
10	48	15.3%
7	38	12.1%
5	36	11.5%
6	28	8.9%
4	16	5.1%
1	15	4.8%
3	8	2.5%
2	5	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	15	4.8%
2	5	1.6%
3	8	2.5%
4	16	5.1%
5	36	11.5%
6	28	8.9%
7	38	12.1%
8	70	22.3%
9	50	15.9%
10	48	15.3%

Value	Count	Frequency (%)
10	48	15.3%
9	50	15.9%
8	70	22.3%
7	38	12.1%
6	28	8.9%
5	36	11.5%
4	16	5.1%
3	8	2.5%
2	5	1.6%
1	15	4.8%

calif_voz
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6496815

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	7
median	8
Q3	10
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2928316
Coefficient of variation (CV)	0.29972902
Kurtosis	0.46486957
Mean	7.6496815
Median Absolute Deviation (MAD)	2
Skewness	-1.0353309
Sum	2402
Variance	5.2570766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	84	26.8%
8	62	19.7%
9	50	15.9%
7	40	12.7%
5	24	7.6%
6	21	6.7%
4	11	3.5%
2	8	2.5%
3	8	2.5%
1	6	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	1.9%
2	8	2.5%
3	8	2.5%
4	11	3.5%
5	24	7.6%
6	21	6.7%
7	40	12.7%
8	62	19.7%
9	50	15.9%
10	84	26.8%

Value	Count	Frequency (%)
10	84	26.8%
9	50	15.9%
8	62	19.7%
7	40	12.7%
6	21	6.7%
5	24	7.6%
4	11	3.5%
3	8	2.5%
2	8	2.5%
1	6	1.9%

senal_voz
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.2452229

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	6
median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.4338651
Coefficient of variation (CV)	0.33592687
Kurtosis	-0.15872159
Mean	7.2452229
Median Absolute Deviation (MAD)	2
Skewness	-0.79922019
Sum	2275
Variance	5.9236992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	67	21.3%
8	56	17.8%
9	49	15.6%
7	41	13.1%
5	31	9.9%
6	25	8.0%
4	17	5.4%
2	12	3.8%
3	8	2.5%
1	8	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	8	2.5%
2	12	3.8%
3	8	2.5%
4	17	5.4%
5	31	9.9%
6	25	8.0%
7	41	13.1%
8	56	17.8%
9	49	15.6%
10	67	21.3%

Value	Count	Frequency (%)
10	67	21.3%
9	49	15.6%
8	56	17.8%
7	41	13.1%
6	25	8.0%
5	31	9.9%
4	17	5.4%
3	8	2.5%
2	12	3.8%
1	8	2.5%

estabil_llamada
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.366242

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	6
median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.4552754
Coefficient of variation (CV)	0.33331452
Kurtosis	-0.32329647
Mean	7.366242
Median Absolute Deviation (MAD)	2
Skewness	-0.81193628
Sum	2313
Variance	6.0283775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	72	22.9%
9	63	20.1%
8	49	15.6%
5	33	10.5%
6	27	8.6%
7	27	8.6%
2	16	5.1%
4	13	4.1%
3	10	3.2%
1	4	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	1.3%
2	16	5.1%
3	10	3.2%
4	13	4.1%
5	33	10.5%
6	27	8.6%
7	27	8.6%
8	49	15.6%
9	63	20.1%
10	72	22.9%

Value	Count	Frequency (%)
10	72	22.9%
9	63	20.1%
8	49	15.6%
7	27	8.6%
6	27	8.6%
5	33	10.5%
4	13	4.1%
3	10	3.2%
2	16	5.1%
1	4	1.3%

uso_serv_cliente
Categorical

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

NO	189
SI	125

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	628
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SI
2nd row	NO
3rd row	NO
4th row	NO
5th row	NO

Common Values

Value	Count	Frequency (%)
NO	189	60.2%
SI	125	39.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	189	60.2%
si	125	39.8%

Most occurring characters

Value	Count	Frequency (%)
N	189	30.1%
O	189	30.1%
S	125	19.9%
I	125	19.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	628	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	189	30.1%
O	189	30.1%
S	125	19.9%
I	125	19.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	628	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	189	30.1%
O	189	30.1%
S	125	19.9%
I	125	19.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	628	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	189	30.1%
O	189	30.1%
S	125	19.9%
I	125	19.9%

data_usur
Categorical

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

NO	187
SI	127

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	628
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SI
2nd row	NO
3rd row	NO
4th row	SI
5th row	NO

Common Values

Value	Count	Frequency (%)
NO	187	59.6%
SI	127	40.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	187	59.6%
si	127	40.4%

Most occurring characters

Value	Count	Frequency (%)
N	187	29.8%
O	187	29.8%
S	127	20.2%
I	127	20.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	628	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	187	29.8%
O	187	29.8%
S	127	20.2%
I	127	20.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	628	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	187	29.8%
O	187	29.8%
S	127	20.2%
I	127	20.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	628	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	187	29.8%
O	187	29.8%
S	127	20.2%
I	127	20.2%

technology
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

3G	159
2G	89
LTE	66

Length

Max length	3
Median length	2
Mean length	2.2101911
Min length	2

Characters and Unicode

Total characters	694
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2G
2nd row	2G
3rd row	3G
4th row	3G
5th row	LTE

Common Values

Value	Count	Frequency (%)
3G	159	50.6%
2G	89	28.3%
LTE	66	21.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3g	159	50.6%
2g	89	28.3%
lte	66	21.0%

Most occurring characters

Value	Count	Frequency (%)
G	248	35.7%
3	159	22.9%
2	89	12.8%
L	66	9.5%
T	66	9.5%
E	66	9.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	446	64.3%
Decimal Number	248	35.7%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
G	248	55.6%
L	66	14.8%
T	66	14.8%
E	66	14.8%

Decimal Number

Value	Count	Frequency (%)
3	159	64.1%
2	89	35.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	446	64.3%
Common	248	35.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
G	248	55.6%
L	66	14.8%
T	66	14.8%
E	66	14.8%

Common

Value	Count	Frequency (%)
3	159	64.1%
2	89	35.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	694	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
G	248	35.7%
3	159	22.9%
2	89	12.8%
L	66	9.5%
T	66	9.5%
E	66	9.5%

band_7
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

NO	250
SI	64

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	628
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NO
2nd row	NO
3rd row	NO
4th row	NO
5th row	SI

Common Values

Value	Count	Frequency (%)
NO	250	79.6%
SI	64	20.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	250	79.6%
si	64	20.4%

Most occurring characters

Value	Count	Frequency (%)
N	250	39.8%
O	250	39.8%
S	64	10.2%
I	64	10.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	628	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	250	39.8%
O	250	39.8%
S	64	10.2%
I	64	10.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	628	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	250	39.8%
O	250	39.8%
S	64	10.2%
I	64	10.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	628	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	250	39.8%
O	250	39.8%
S	64	10.2%
I	64	10.2%

max_network_voice
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

Network 3G	212
Network 2G	102

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	3140
Distinct characters	11
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Network 3G
2nd row	Network 2G
3rd row	Network 3G
4th row	Network 3G
5th row	Network 3G

Common Values

Value	Count	Frequency (%)
Network 3G	212	67.5%
Network 2G	102	32.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
network	314	50.0%
3g	212	33.8%
2g	102	16.2%

Most occurring characters

Value	Count	Frequency (%)
N	314	10.0%
e	314	10.0%
t	314	10.0%
w	314	10.0%
o	314	10.0%
r	314	10.0%
k	314	10.0%
	314	10.0%
G	314	10.0%
3	212	6.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1884	60.0%
Uppercase Letter	628	20.0%
Space Separator	314	10.0%
Decimal Number	314	10.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	314	16.7%
t	314	16.7%
w	314	16.7%
o	314	16.7%
r	314	16.7%
k	314	16.7%

Uppercase Letter

Value	Count	Frequency (%)
N	314	50.0%
G	314	50.0%

Decimal Number

Value	Count	Frequency (%)
3	212	67.5%
2	102	32.5%

Space Separator

Value	Count	Frequency (%)
	314	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2512	80.0%
Common	628	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	314	12.5%
e	314	12.5%
t	314	12.5%
w	314	12.5%
o	314	12.5%
r	314	12.5%
k	314	12.5%
G	314	12.5%

Common

Value	Count	Frequency (%)
	314	50.0%
3	212	33.8%
2	102	16.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3140	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	314	10.0%
e	314	10.0%
t	314	10.0%
w	314	10.0%
o	314	10.0%
r	314	10.0%
k	314	10.0%
	314	10.0%
G	314	10.0%
3	212	6.8%

calls_drop_s
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0732484

Minimum	0
Maximum	39
Zeros	112
Zeros (%)	35.7%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	11.35
Maximum	39
Range	39
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	5.2985366
Coefficient of variation (CV)	1.7240834
Kurtosis	17.115266
Mean	3.0732484
Median Absolute Deviation (MAD)	1
Skewness	3.6412387
Sum	965
Variance	28.07449
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	112	35.7%
1	64	20.4%
2	32	10.2%
3	20	6.4%
4	18	5.7%
6	17	5.4%
5	11	3.5%
8	9	2.9%
11	5	1.6%
7	5	1.6%
Other values (14)	21	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	112	35.7%
1	64	20.4%
2	32	10.2%
3	20	6.4%
4	18	5.7%
5	11	3.5%
6	17	5.4%
7	5	1.6%
8	9	2.9%
9	2	0.6%

Value	Count	Frequency (%)
39	1	0.3%
36	1	0.3%
34	1	0.3%
27	2	0.6%
22	1	0.3%
21	1	0.3%
17	2	0.6%
16	1	0.3%
15	2	0.6%
14	1	0.3%

calls_failure_s
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2101911

Minimum	0
Maximum	88
Zeros	86
Zeros (%)	27.4%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	7
95-th percentile	19.7
Maximum	88
Range	88
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	8.0696108
Coefficient of variation (CV)	1.5488128
Kurtosis	36.28274
Mean	5.2101911
Median Absolute Deviation (MAD)	3
Skewness	4.5138512
Sum	1636
Variance	65.118618
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	86	27.4%
1	44	14.0%
3	32	10.2%
2	23	7.3%
4	18	5.7%
5	14	4.5%
6	14	4.5%
7	13	4.1%
8	9	2.9%
16	8	2.5%
Other values (20)	53	16.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86	27.4%
1	44	14.0%
2	23	7.3%
3	32	10.2%
4	18	5.7%
5	14	4.5%
6	14	4.5%
7	13	4.1%
8	9	2.9%
9	7	2.2%

Value	Count	Frequency (%)
88	1	0.3%
38	1	0.3%
32	1	0.3%
30	2	0.6%
28	1	0.3%
27	1	0.3%
26	1	0.3%
25	1	0.3%
23	2	0.6%
22	3	1.0%

calls_out_month_p
Real number (ℝ)

HIGH CORRELATION

Distinct	248
Distinct (%)	79.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	999.08917

Minimum	1
Maximum	9665
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	1
5-th percentile	16
Q1	92
median	320
Q3	1212.5
95-th percentile	4459.5
Maximum	9665
Range	9664
Interquartile range (IQR)	1120.5

Descriptive statistics

Standard deviation	1512.7383
Coefficient of variation (CV)	1.5141174
Kurtosis	7.6452451
Mean	999.08917
Median Absolute Deviation (MAD)	270
Skewness	2.5399569
Sum	313714
Variance	2288377
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	4	1.3%
15	4	1.3%
13	3	1.0%
64	3	1.0%
75	3	1.0%
285	3	1.0%
875	3	1.0%
70	3	1.0%
815	3	1.0%
205	3	1.0%
Other values (238)	282	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.3%
2	2	0.6%
4	1	0.3%
5	1	0.3%
8	1	0.3%
10	2	0.6%
13	3	1.0%
15	4	1.3%
16	2	0.6%
19	1	0.3%

Value	Count	Frequency (%)
9665	1	0.3%
8965	1	0.3%
6805	1	0.3%
6545	1	0.3%
6165	1	0.3%
6155	1	0.3%
5605	1	0.3%
5545	1	0.3%
5475	1	0.3%
5305	1	0.3%

calls_in_month_p
Real number (ℝ)

Distinct	246
Distinct (%)	78.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	869.81529

Minimum	1
Maximum	8515
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	1
5-th percentile	29
Q1	102.5
median	325
Q3	1302.5
95-th percentile	3216
Maximum	8515
Range	8514
Interquartile range (IQR)	1200

Descriptive statistics

Standard deviation	1193.5858
Coefficient of variation (CV)	1.3722291
Kurtosis	9.3106877
Mean	869.81529
Median Absolute Deviation (MAD)	276
Skewness	2.5968797
Sum	273122
Variance	1424647.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
835	6	1.9%
2045	4	1.3%
525	3	1.0%
2055	3	1.0%
29	3	1.0%
85	3	1.0%
105	3	1.0%
127	2	0.6%
71	2	0.6%
1135	2	0.6%
Other values (236)	283	90.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.3%
2	2	0.6%
5	2	0.6%
12	1	0.3%
13	1	0.3%
15	1	0.3%
16	2	0.6%
19	1	0.3%
23	1	0.3%
25	2	0.6%

Value	Count	Frequency (%)
8515	1	0.3%
7185	1	0.3%
5915	1	0.3%
5325	1	0.3%
5065	1	0.3%
4615	1	0.3%
4605	1	0.3%
4375	1	0.3%
4285	1	0.3%
3955	1	0.3%

calls_out_tot_p
Real number (ℝ)

Distinct	313
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3708678 × 10⁸

Minimum	1
Maximum	9.6774194 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	1
5-th percentile	27817072
Q1	2.8183244 × 10⁸
median	4.6422244 × 10⁸
Q3	6.1140715 × 10⁸
95-th percentile	7.7574354 × 10⁸
Maximum	9.6774194 × 10⁸
Range	9.6774193 × 10⁸
Interquartile range (IQR)	3.2957471 × 10⁸

Descriptive statistics

Standard deviation	2.2987944 × 10⁸
Coefficient of variation (CV)	0.52593547
Kurtosis	-0.81373627
Mean	4.3708678 × 10⁸
Median Absolute Deviation (MAD)	1.6464831 × 10⁸
Skewness	-0.27224768
Sum	1.3724525 × 10¹¹
Variance	5.2844557 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2	0.6%
701202593	1	0.3%
264571268	1	0.3%
628873259	1	0.3%
149694669	1	0.3%
607061041	1	0.3%
736522837	1	0.3%
470161535	1	0.3%
584866526	1	0.3%
751788995	1	0.3%
Other values (303)	303	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.6%
15	1	0.3%
95	1	0.3%
625	1	0.3%
296875	1	0.3%
2247191	1	0.3%
3890828	1	0.3%
5267445	1	0.3%
17190153	1	0.3%
18046252	1	0.3%

Value	Count	Frequency (%)
967741935	1	0.3%
881033485	1	0.3%
867244262	1	0.3%
831361576	1	0.3%
816267547	1	0.3%
810202636	1	0.3%
808630714	1	0.3%
805810171	1	0.3%
805092997	1	0.3%
804761905	1	0.3%

calls_in_tot_p
Real number (ℝ)

UNIQUE

Distinct	314
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6899921 × 10⁸

Minimum	5
Maximum	9.8280985 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	5
5-th percentile	37895642
Q1	3.1144284 × 10⁸
median	4.7686069 × 10⁸
Q3	6.3535003 × 10⁸
95-th percentile	8.3979174 × 10⁸
Maximum	9.8280985 × 10⁸
Range	9.8280984 × 10⁸
Interquartile range (IQR)	3.2390719 × 10⁸

Descriptive statistics

Standard deviation	2.3460071 × 10⁸
Coefficient of variation (CV)	0.50021558
Kurtosis	-0.56601882
Mean	4.6899921 × 10⁸
Median Absolute Deviation (MAD)	1.6437544 × 10⁸
Skewness	-0.12344565
Sum	1.4726575 × 10¹¹
Variance	5.5037494 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
298797407	1	0.3%
248211005	1	0.3%
9	1	0.3%
371126741	1	0.3%
850305331	1	0.3%
392938959	1	0.3%
263477163	1	0.3%
529838465	1	0.3%
415133474	1	0.3%
735428732	1	0.3%
Other values (304)	304	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	0.3%
9	1	0.3%
85	1	0.3%
99	1	0.3%
375	1	0.3%
703125	1	0.3%
6109172	1	0.3%
10430976	1	0.3%
23728635	1	0.3%
27566051	1	0.3%

Value	Count	Frequency (%)
982809847	1	0.3%
976923077	1	0.3%
971428571	1	0.3%
958646617	1	0.3%
928834322	1	0.3%
926818819	1	0.3%
919028476	1	0.3%
915402764	1	0.3%
902236397	1	0.3%
901834239	1	0.3%

no_answer_calls_p
Real number (ℝ)

ZEROS

Distinct	308
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44698542

Minimum	0
Maximum	3.1750709 × 10⁸
Zeros	5
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1040155.1
Q1	15258194
median	31280424
Q3	56612621
95-th percentile	1.3359878 × 10⁸
Maximum	3.1750709 × 10⁸
Range	3.1750709 × 10⁸
Interquartile range (IQR)	41354427

Descriptive statistics

Standard deviation	47038069
Coefficient of variation (CV)	1.0523401
Kurtosis	9.6100053
Mean	44698542
Median Absolute Deviation (MAD)	18657326
Skewness	2.6487695
Sum	1.4035342 × 10¹⁰
Variance	2.2125799 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5	1.6%
17857143	2	0.6%
35714286	2	0.6%
32689059	1	0.3%
28580074	1	0.3%
14596926	1	0.3%
76306544	1	0.3%
51643497	1	0.3%
26871304	1	0.3%
215090417	1	0.3%
Other values (298)	298	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	1.6%
5	1	0.3%
7	1	0.3%
1125	1	0.3%
1625	1	0.3%
140625	1	0.3%
367061	1	0.3%
403811	1	0.3%
618048	1	0.3%
990099	1	0.3%

Value	Count	Frequency (%)
317507093	1	0.3%
298988622	1	0.3%
282113505	1	0.3%
252380952	1	0.3%
224534161	1	0.3%
215090417	1	0.3%
175324675	1	0.3%
173387097	1	0.3%
172857143	1	0.3%
169472986	1	0.3%

month_voice_out_c
Categorical

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

1	164
-1	150

Length

Max length	2
Median length	1
Mean length	1.477707
Min length	1

Characters and Unicode

Total characters	464
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	-1
5th row	1

Common Values

Value	Count	Frequency (%)
1	164	52.2%
-1	150	47.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	314	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	314	67.7%
-	150	32.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	67.7%
Dash Punctuation	150	32.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	314	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	150	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	464	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	314	67.7%
-	150	32.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	464	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	314	67.7%
-	150	32.3%

duration_all_in_a
Real number (ℝ)

UNIQUE

Distinct	314
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2644717 × 10⁹

Minimum	0
Maximum	9.9278096 × 10⁹
Zeros	1
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4.0465262 × 10⁸
Q1	1.2936601 × 10⁹
median	4.4322067 × 10⁹
Q3	6.7178889 × 10⁹
95-th percentile	9.0972125 × 10⁹
Maximum	9.9278096 × 10⁹
Range	9.9278096 × 10⁹
Interquartile range (IQR)	5.4242287 × 10⁹

Descriptive statistics

Standard deviation	2.9173001 × 10⁹
Coefficient of variation (CV)	0.68409413
Kurtosis	-1.2944817
Mean	4.2644717 × 10⁹
Median Absolute Deviation (MAD)	2.8385026 × 10⁹
Skewness	0.17698729
Sum	1.3390441 × 10¹²
Variance	8.5106396 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8955392636	1	0.3%
3232850242	1	0.3%
1948333333	1	0.3%
1046868099	1	0.3%
1139911914	1	0.3%
5296889379	1	0.3%
3157894737	1	0.3%
4883310034	1	0.3%
7097800553	1	0.3%
3402399861	1	0.3%
Other values (304)	304	96.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.3%
296	1	0.3%
558	1	0.3%
3025	1	0.3%
5395	1	0.3%
40225	1	0.3%
751875	1	0.3%
758375	1	0.3%
28408125	1	0.3%
109058191	1	0.3%

Value	Count	Frequency (%)
9927809633	1	0.3%
9865351933	1	0.3%
9860149297	1	0.3%
9849215686	1	0.3%
9813667911	1	0.3%
9783636364	1	0.3%
9679701441	1	0.3%
9663759201	1	0.3%
9592491079	1	0.3%
9577307692	1	0.3%

duration_all_out_a
Real number (ℝ)

Distinct	313
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2969145 × 10⁹

Minimum	13
Maximum	9.9120161 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	13
5-th percentile	160205
Q1	1.3603867 × 10⁹
median	2.7455922 × 10⁹
Q3	4.7556636 × 10⁹
95-th percentile	8.604627 × 10⁹
Maximum	9.9120161 × 10⁹
Range	9.9120161 × 10⁹
Interquartile range (IQR)	3.3952769 × 10⁹

Descriptive statistics

Standard deviation	2.5556957 × 10⁹
Coefficient of variation (CV)	0.77517802
Kurtosis	-0.10013355
Mean	3.2969145 × 10⁹
Median Absolute Deviation (MAD)	1.5841312 × 10⁹
Skewness	0.81081534
Sum	1.0352312 × 10¹²
Variance	6.5315804 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26	2	0.6%
2748645511	1	0.3%
1775040776	1	0.3%
199	1	0.3%
569842643	1	0.3%
6121428571	1	0.3%
2170888889	1	0.3%
2946908814	1	0.3%
3078656126	1	0.3%
5603540455	1	0.3%
Other values (303)	303	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	0.3%
20	1	0.3%
25	1	0.3%
26	2	0.6%
31	1	0.3%
45	1	0.3%
96	1	0.3%
199	1	0.3%
535	1	0.3%
2385	1	0.3%

Value	Count	Frequency (%)
9912016112	1	0.3%
9860304143	1	0.3%
9833333333	1	0.3%
9708859358	1	0.3%
9662555972	1	0.3%
9621454029	1	0.3%
9596078431	1	0.3%
9590361446	1	0.3%
9589572193	1	0.3%
9578086588	1	0.3%

duration_all_inout_c
Categorical

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

1	177
-1	137

Length

Max length	2
Median length	1
Mean length	1.4363057
Min length	1

Characters and Unicode

Total characters	451
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-1
2nd row	1
3rd row	-1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	177	56.4%
-1	137	43.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	314	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	314	69.6%
-	137	30.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	69.6%
Dash Punctuation	137	30.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	314	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	137	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	451	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	314	69.6%
-	137	30.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	451	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	314	69.6%
-	137	30.4%

setup_time_avg_a
Real number (ℝ)

Distinct	305
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1360088 × 10⁹

Minimum	1
Maximum	6.6411955 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	1
5-th percentile	125
Q1	1.5737534 × 10⁹
median	2.0982473 × 10⁹
Q3	2.8092514 × 10⁹
95-th percentile	4.3420423 × 10⁹
Maximum	6.6411955 × 10⁹
Range	6.6411955 × 10⁹
Interquartile range (IQR)	1.2354979 × 10⁹

Descriptive statistics

Standard deviation	1.3097909 × 10⁹
Coefficient of variation (CV)	0.61319546
Kurtosis	0.56161425
Mean	2.1360088 × 10⁹
Median Absolute Deviation (MAD)	6.5332265 × 10⁸
Skewness	0.35300182
Sum	6.7070677 × 10¹¹
Variance	1.7155522 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
125	4	1.3%
15	3	1.0%
1	3	1.0%
1333333333	2	0.6%
2	2	0.6%
2082459951	1	0.3%
1729946524	1	0.3%
1715638892	1	0.3%
2426229508	1	0.3%
1843373231	1	0.3%
Other values (295)	295	93.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	1.0%
2	2	0.6%
11	1	0.3%
15	3	1.0%
21	1	0.3%
25	1	0.3%
28	1	0.3%
45	1	0.3%
115	1	0.3%
125	4	1.3%

Value	Count	Frequency (%)
6641195461	1	0.3%
6529940516	1	0.3%
6215468037	1	0.3%
5754541141	1	0.3%
5562651422	1	0.3%
5452380952	1	0.3%
5353189231	1	0.3%
5220125786	1	0.3%
5115634155	1	0.3%
4787575758	1	0.3%

setup_failure_perc_a
Real number (ℝ)

ZEROS

Distinct	249
Distinct (%)	79.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7633448 × 10⁹

Minimum	0
Maximum	9.719186 × 10⁹
Zeros	56
Zeros (%)	17.8%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.2650144 × 10⁸
median	1.3046844 × 10⁹
Q3	2.6549362 × 10⁹
95-th percentile	5.5555556 × 10⁹
Maximum	9.719186 × 10⁹
Range	9.719186 × 10⁹
Interquartile range (IQR)	2.4284348 × 10⁹

Descriptive statistics

Standard deviation	1.85263 × 10⁹
Coefficient of variation (CV)	1.050634
Kurtosis	1.9080576
Mean	1.7633448 × 10⁹
Median Absolute Deviation (MAD)	1.1246162 × 10⁹
Skewness	1.3696756
Sum	5.5369025 × 10¹¹
Variance	3.4322377 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56	17.8%
2	3	1.0%
1666666667	3	1.0%
5555555556	2	0.6%
877192982	2	0.6%
2083333333	2	0.6%
1724137931	2	0.6%
1515151515	2	0.6%
625	2	0.6%
1141640867	1	0.3%
Other values (239)	239	76.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	17.8%
2	3	1.0%
20	1	0.3%
25	1	0.3%
36	1	0.3%
95	1	0.3%
125	1	0.3%
625	2	0.6%
2125	1	0.3%
77784909	1	0.3%

Value	Count	Frequency (%)
9719185977	1	0.3%
9205607477	1	0.3%
7954545455	1	0.3%
7813292745	1	0.3%
7102834542	1	0.3%
6714527027	1	0.3%
6504702194	1	0.3%
6442538905	1	0.3%
6060606061	1	0.3%
6024096386	1	0.3%

dropped_calls_perc_a
Real number (ℝ)

ZEROS

Distinct	242
Distinct (%)	77.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4954926 × 10⁹

Minimum	0
Maximum	8.3592245 × 10⁹
Zeros	64
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.0390737 × 10⁸
median	9.4670716 × 10⁸
Q3	2.2073147 × 10⁹
95-th percentile	5.4265873 × 10⁹
Maximum	8.3592245 × 10⁹
Range	8.3592245 × 10⁹
Interquartile range (IQR)	2.1034074 × 10⁹

Descriptive statistics

Standard deviation	1.7342715 × 10⁹
Coefficient of variation (CV)	1.1596657
Kurtosis	2.6663024
Mean	1.4954926 × 10⁹
Median Absolute Deviation (MAD)	9.4670716 × 10⁸
Skewness	1.6562638
Sum	4.6958466 × 10¹¹
Variance	3.0076976 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	64	20.4%
675675676	3	1.0%
3333333333	3	1.0%
2083333333	2	0.6%
925925926	2	0.6%
290697674	2	0.6%
229357798	2	0.6%
25	2	0.6%
1515151515	1	0.3%
1704240472	1	0.3%
Other values (232)	232	73.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	64	20.4%
1	1	0.3%
3	1	0.3%
5	1	0.3%
16	1	0.3%
25	2	0.6%
125	1	0.3%
625	1	0.3%
23625	1	0.3%
34965035	1	0.3%

Value	Count	Frequency (%)
8359224508	1	0.3%
7692307692	1	0.3%
7660818713	1	0.3%
7622592968	1	0.3%
7352941176	1	0.3%
7236227824	1	0.3%
6617647059	1	0.3%
6515421703	1	0.3%
6468209865	1	0.3%
6419196062	1	0.3%

mo_mos_avg_a
Real number (ℝ)

Distinct	312
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1281708 × 10⁹

Minimum	164
Maximum	3.9683333 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.9 KiB

Quantile statistics

Minimum	164
5-th percentile	322.25
Q1	35825
median	3.0279944 × 10⁹
Q3	3.5242839 × 10⁹
95-th percentile	3.67006 × 10⁹
Maximum	3.9683333 × 10⁹
Range	3.9683332 × 10⁹
Interquartile range (IQR)	3.5242481 × 10⁹

Descriptive statistics

Standard deviation	1.5951159 × 10⁹
Coefficient of variation (CV)	0.74952438
Kurtosis	-1.6519898
Mean	2.1281708 × 10⁹
Median Absolute Deviation (MAD)	6.0038195 × 10⁸
Skewness	-0.48812005
Sum	6.6824564 × 10¹¹
Variance	2.5443948 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
336	2	0.6%
342	2	0.6%
353840812	1	0.3%
3620714286	1	0.3%
305	1	0.3%
3513138272	1	0.3%
329	1	0.3%
3557222222	1	0.3%
3573026316	1	0.3%
3607706767	1	0.3%
Other values (302)	302	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
164	1	0.3%
168	1	0.3%
179	1	0.3%
219	1	0.3%
250	1	0.3%
277	1	0.3%
281	1	0.3%
283	1	0.3%
288	1	0.3%
291	1	0.3%

Value	Count	Frequency (%)
3968333333	1	0.3%
3779275362	1	0.3%
3748333333	1	0.3%
3744166667	1	0.3%
3728982843	1	0.3%
3716358621	1	0.3%
3714216216	1	0.3%
3706410256	1	0.3%
3690333333	1	0.3%
3689495652	1	0.3%

recharges_month_a
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	105
Distinct (%)	33.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17836.771

Minimum	0
Maximum	200000
Zeros	22
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5000
median	12250
Q3	23000
95-th percentile	56175
Maximum	200000
Range	200000
Interquartile range (IQR)	18000

Descriptive statistics

Standard deviation	20651.979
Coefficient of variation (CV)	1.1578317
Kurtosis	21.679792
Mean	17836.771
Median Absolute Deviation (MAD)	8250
Skewness	3.5189566
Sum	5600746
Variance	4.2650423 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22	7.0%
10000	14	4.5%
7000	13	4.1%
15000	12	3.8%
2000	10	3.2%
7500	8	2.5%
3000	8	2.5%
1000	7	2.2%
2500	6	1.9%
5000	6	1.9%
Other values (95)	208	66.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	7.0%
500	6	1.9%
1000	7	2.2%
1500	2	0.6%
2000	10	3.2%
2500	6	1.9%
3000	8	2.5%
3500	5	1.6%
4000	6	1.9%
4500	3	1.0%

Value	Count	Frequency (%)
200000	1	0.3%
120000	1	0.3%
102500	1	0.3%
85500	1	0.3%
77500	1	0.3%
76000	1	0.3%
72500	1	0.3%
71500	1	0.3%
69000	1	0.3%
68000	1	0.3%

nr_recharges_month_a
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	45
Distinct (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.407643

Minimum	0
Maximum	365
Zeros	22
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	9.5
Q3	35
95-th percentile	128.5
Maximum	365
Range	365
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	49.804404
Coefficient of variation (CV)	1.637891
Kurtosis	13.373418
Mean	30.407643
Median Absolute Deviation (MAD)	8.5
Skewness	3.1805806
Sum	9548
Variance	2480.4787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
5	31	9.9%
1	26	8.3%
15	24	7.6%
0	22	7.0%
35	21	6.7%
2	21	6.7%
25	18	5.7%
3	15	4.8%
6	12	3.8%
45	11	3.5%
Other values (35)	113	36.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	7.0%
1	26	8.3%
2	21	6.7%
3	15	4.8%
4	11	3.5%
5	31	9.9%
6	12	3.8%
7	5	1.6%
8	7	2.2%
9	7	2.2%

Value	Count	Frequency (%)
365	1	0.3%
345	1	0.3%
235	1	0.3%
215	1	0.3%
205	3	1.0%
175	2	0.6%
165	1	0.3%
155	2	0.6%
145	2	0.6%
135	2	0.6%

tipo_m1
Categorical

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	2.9 KiB

AMIGO	195
FACIL	119

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	1570
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	FACIL
2nd row	FACIL
3rd row	AMIGO
4th row	FACIL
5th row	AMIGO

Common Values

Value	Count	Frequency (%)
AMIGO	195	62.1%
FACIL	119	37.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
amigo	195	62.1%
facil	119	37.9%

Most occurring characters

Value	Count	Frequency (%)
A	314	20.0%
I	314	20.0%
M	195	12.4%
G	195	12.4%
O	195	12.4%
F	119	7.6%
C	119	7.6%
L	119	7.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1570	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	314	20.0%
I	314	20.0%
M	195	12.4%
G	195	12.4%
O	195	12.4%
F	119	7.6%
C	119	7.6%
L	119	7.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1570	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	314	20.0%
I	314	20.0%
M	195	12.4%
G	195	12.4%
O	195	12.4%
F	119	7.6%
C	119	7.6%
L	119	7.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1570	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	314	20.0%
I	314	20.0%
M	195	12.4%
G	195	12.4%
O	195	12.4%
F	119	7.6%
C	119	7.6%
L	119	7.6%

paq_datos_m1
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

0	248
1	66

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	314
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	248	79.0%
1	66	21.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	248	79.0%
1	66	21.0%

Most occurring characters

Value	Count	Frequency (%)
0	248	79.0%
1	66	21.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	248	79.0%
1	66	21.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	314	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	248	79.0%
1	66	21.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	248	79.0%
1	66	21.0%

paq_990_m1
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

0	214
1	100

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	314
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	214	68.2%
1	100	31.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	214	68.2%
1	100	31.8%

Most occurring characters

Value	Count	Frequency (%)
0	214	68.2%
1	100	31.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	214	68.2%
1	100	31.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	314	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	214	68.2%
1	100	31.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	214	68.2%
1	100	31.8%

paq_min_m1
Categorical

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

0	277
1	37

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	314
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	277	88.2%
1	37	11.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	277	88.2%
1	37	11.8%

Most occurring characters

Value	Count	Frequency (%)
0	277	88.2%
1	37	11.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	277	88.2%
1	37	11.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	314	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	277	88.2%
1	37	11.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	277	88.2%
1	37	11.8%

paq_bund_m1
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

0	297
1	17

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	314
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

Most occurring characters

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	314	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

consumo_granel_m1
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

0	179
1	135

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	314
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	179	57.0%
1	135	43.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	179	57.0%
1	135	43.0%

Most occurring characters

Value	Count	Frequency (%)
0	179	57.0%
1	135	43.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	179	57.0%
1	135	43.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	314	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	179	57.0%
1	135	43.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	179	57.0%
1	135	43.0%

consumos_voz_m1
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

1	281
0	33

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	314
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	281	89.5%
0	33	10.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	281	89.5%
0	33	10.5%

Most occurring characters

Value	Count	Frequency (%)
1	281	89.5%
0	33	10.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	281	89.5%
0	33	10.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	314	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	281	89.5%
0	33	10.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	281	89.5%
0	33	10.5%

vlr_cargas_m1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	62
Distinct (%)	19.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17360.51

Minimum	0
Maximum	136000
Zeros	36
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4000
median	10000
Q3	24750
95-th percentile	59350
Maximum	136000
Range	136000
Interquartile range (IQR)	20750

Descriptive statistics

Standard deviation	19986.731
Coefficient of variation (CV)	1.1512756
Kurtosis	8.7658519
Mean	17360.51
Median Absolute Deviation (MAD)	9000
Skewness	2.4601212
Sum	5451200
Variance	3.9946943 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36	11.5%
2000	22	7.0%
5000	19	6.1%
10000	18	5.7%
20000	14	4.5%
4000	13	4.1%
9000	12	3.8%
7000	11	3.5%
8000	10	3.2%
1000	10	3.2%
Other values (52)	149	47.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	11.5%
1000	10	3.2%
2000	22	7.0%
3000	6	1.9%
4000	13	4.1%
5000	19	6.1%
6000	2	0.6%
7000	11	3.5%
8000	10	3.2%
9000	12	3.8%

Value	Count	Frequency (%)
136000	1	0.3%
131000	1	0.3%
110000	1	0.3%
85000	2	0.6%
81000	1	0.3%
79000	1	0.3%
70000	1	0.3%
66000	1	0.3%
64000	2	0.6%
62000	2	0.6%

cant_cargas_m1
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7515924

Minimum	0
Maximum	43
Zeros	36
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.25
median	4
Q3	8
95-th percentile	17.7
Maximum	43
Range	43
Interquartile range (IQR)	6.75

Descriptive statistics

Standard deviation	6.5709751
Coefficient of variation (CV)	1.1424619
Kurtosis	7.9524417
Mean	5.7515924
Median Absolute Deviation (MAD)	3
Skewness	2.3776914
Sum	1806
Variance	43.177713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
2	46	14.6%
1	43	13.7%
0	36	11.5%
3	31	9.9%
4	29	9.2%
5	23	7.3%
9	14	4.5%
6	11	3.5%
7	10	3.2%
10	9	2.9%
Other values (20)	62	19.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	11.5%
1	43	13.7%
2	46	14.6%
3	31	9.9%
4	29	9.2%
5	23	7.3%
6	11	3.5%
7	10	3.2%
8	8	2.5%
9	14	4.5%

Value	Count	Frequency (%)
43	1	0.3%
41	1	0.3%
39	1	0.3%
29	1	0.3%
28	1	0.3%
27	1	0.3%
25	1	0.3%
24	1	0.3%
22	1	0.3%
21	1	0.3%

pyp_m1
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

0	297
1	17

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	314
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

Most occurring characters

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	314	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	297	94.6%
1	17	5.4%

promo_recarga_m1
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

0	282
1	32

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	314
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	282	89.8%
1	32	10.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	282	89.8%
1	32	10.2%

Most occurring characters

Value	Count	Frequency (%)
0	282	89.8%
1	32	10.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	282	89.8%
1	32	10.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	314	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	282	89.8%
1	32	10.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	282	89.8%
1	32	10.2%

dia_sorpresa_m1
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

0	309
1	5

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	314
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	309	98.4%
1	5	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	309	98.4%
1	5	1.6%

Most occurring characters

Value	Count	Frequency (%)
0	309	98.4%
1	5	1.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	314	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	309	98.4%
1	5	1.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	314	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	309	98.4%
1	5	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	314	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	309	98.4%
1	5	1.6%

max_rech
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	3.0 KiB

CONSUMOS_VOZ	150
PAQ_990	70
PAQ_DATOS	58
CONSUMO_GRANEL	25
PAQ_MIN	11

Length

Max length	14
Median length	12
Mean length	10.315287
Min length	7

Characters and Unicode

Total characters	3239
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PAQ_MIN
2nd row	PAQ_DATOS
3rd row	CONSUMOS_VOZ
4th row	PAQ_990
5th row	PAQ_990

Common Values

Value	Count	Frequency (%)
CONSUMOS_VOZ	150	47.8%
PAQ_990	70	22.3%
PAQ_DATOS	58	18.5%
CONSUMO_GRANEL	25	8.0%
PAQ_MIN	11	3.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
consumos_voz	150	47.8%
paq_990	70	22.3%
paq_datos	58	18.5%
consumo_granel	25	8.0%
paq_min	11	3.5%

Most occurring characters

Value	Count	Frequency (%)
O	558	17.2%
S	383	11.8%
_	314	9.7%
A	222	6.9%
N	211	6.5%
M	186	5.7%
C	175	5.4%
U	175	5.4%
V	150	4.6%
Z	150	4.6%
Other values (11)	715	22.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2715	83.8%
Connector Punctuation	314	9.7%
Decimal Number	210	6.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	558	20.6%
S	383	14.1%
A	222	8.2%
N	211	7.8%
M	186	6.9%
C	175	6.4%
U	175	6.4%
V	150	5.5%
Z	150	5.5%
P	139	5.1%
Other values (8)	366	13.5%

Decimal Number

Value	Count	Frequency (%)
9	140	66.7%
0	70	33.3%

Connector Punctuation

Value	Count	Frequency (%)
_	314	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2715	83.8%
Common	524	16.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	558	20.6%
S	383	14.1%
A	222	8.2%
N	211	7.8%
M	186	6.9%
C	175	6.4%
U	175	6.4%
V	150	5.5%
Z	150	5.5%
P	139	5.1%
Other values (8)	366	13.5%

Common

Value	Count	Frequency (%)
_	314	59.9%
9	140	26.7%
0	70	13.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3239	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	558	17.2%
S	383	11.8%
_	314	9.7%
A	222	6.9%
N	211	6.5%
M	186	5.7%
C	175	5.4%
U	175	5.4%
V	150	4.6%
Z	150	4.6%
Other values (11)	715	22.1%

target
Categorical

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.9 KiB

Promotor	162
Detractor	152

Length

Max length	9
Median length	8
Mean length	8.4840764
Min length	8

Characters and Unicode

Total characters	2664
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Promotor
2nd row	Promotor
3rd row	Detractor
4th row	Promotor
5th row	Promotor

Common Values

Value	Count	Frequency (%)
Promotor	162	51.6%
Detractor	152	48.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
promotor	162	51.6%
detractor	152	48.4%

Most occurring characters

Value	Count	Frequency (%)
o	638	23.9%
r	628	23.6%
t	466	17.5%
P	162	6.1%
m	162	6.1%
D	152	5.7%
e	152	5.7%
a	152	5.7%
c	152	5.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2350	88.2%
Uppercase Letter	314	11.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	638	27.1%
r	628	26.7%
t	466	19.8%
m	162	6.9%
e	152	6.5%
a	152	6.5%
c	152	6.5%

Uppercase Letter

Value	Count	Frequency (%)
P	162	51.6%
D	152	48.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2664	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	638	23.9%
r	628	23.6%
t	466	17.5%
P	162	6.1%
m	162	6.1%
D	152	5.7%
e	152	5.7%
a	152	5.7%
c	152	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2664	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	638	23.9%
r	628	23.6%
t	466	17.5%
P	162	6.1%
m	162	6.1%
D	152	5.7%
e	152	5.7%
a	152	5.7%
c	152	5.7%

Heatmap
Table

	calidad_produc	calif_voz	senal_voz	estabil_llamada	calls_drop_s	calls_failure_s	calls_out_month_p	calls_in_month_p	calls_out_tot_p	calls_in_tot_p	no_answer_calls_p	month_voice_out_c	duration_all_in_a	duration_all_out_a	duration_all_inout_c	setup_time_avg_a	setup_failure_perc_a	dropped_calls_perc_a	mo_mos_avg_a	recharges_month_a	nr_recharges_month_a	paq_datos_m1	paq_990_m1	paq_min_m1	paq_bund_m1	consumo_granel_m1	consumos_voz_m1	vlr_cargas_m1	cant_cargas_m1	pyp_m1	promo_recarga_m1	dia_sorpresa_m1
calidad_produc	1.000	0.591	0.526	0.486	-0.143	-0.026	-0.016	0.008	0.008	0.111	-0.003	0.075	0.007	-0.086	-0.063	-0.027	-0.009	-0.049	-0.046	-0.014	-0.013	-0.036	-0.049	0.011	-0.076	0.016	0.017	-0.016	0.040	0.012	-0.079	-0.099
calif_voz	0.591	1.000	0.611	0.634	-0.151	-0.035	-0.006	-0.031	-0.110	0.112	0.018	0.090	-0.065	-0.046	0.031	0.044	0.020	-0.060	-0.023	-0.085	-0.029	0.017	-0.009	0.056	-0.056	0.077	-0.003	-0.070	-0.013	0.049	-0.027	-0.103
senal_voz	0.526	0.611	1.000	0.661	-0.160	-0.048	-0.042	-0.098	0.043	0.035	0.043	0.015	0.016	-0.079	-0.004	-0.015	0.094	-0.060	-0.015	-0.034	0.064	-0.033	0.027	-0.008	-0.013	0.055	-0.004	-0.049	-0.003	-0.030	0.014	-0.097
estabil_llamada	0.486	0.634	0.661	1.000	-0.076	-0.012	0.042	-0.012	-0.008	0.125	0.005	0.031	0.053	0.027	-0.062	0.025	-0.020	-0.048	0.062	-0.052	-0.006	0.038	-0.010	0.042	0.033	0.091	0.022	-0.048	-0.029	0.004	-0.037	-0.019
calls_drop_s	-0.143	-0.151	-0.160	-0.076	1.000	0.474	0.279	0.191	0.264	-0.223	-0.108	0.029	0.011	0.197	-0.028	0.149	0.150	0.336	0.085	0.281	0.179	0.012	-0.064	0.230	0.124	0.021	0.168	0.355	0.324	0.018	0.121	0.224
calls_failure_s	-0.026	-0.035	-0.048	-0.012	0.474	1.000	0.300	0.290	0.205	-0.103	-0.064	-0.038	0.081	0.117	0.067	0.139	0.245	0.071	0.068	0.274	0.174	0.013	0.015	0.204	0.179	0.135	0.130	0.358	0.358	0.057	0.043	0.230
calls_out_month_p	-0.016	-0.006	-0.042	0.042	0.279	0.300	1.000	0.389	0.331	-0.187	-0.092	-0.050	0.064	0.130	0.087	0.119	0.076	0.058	0.131	0.370	0.199	0.129	0.006	0.191	-0.025	0.108	0.189	0.353	0.427	-0.004	0.029	0.308
calls_in_month_p	0.008	-0.031	-0.098	-0.012	0.191	0.290	0.389	1.000	0.012	0.071	-0.125	0.036	-0.032	0.067	-0.025	0.142	-0.035	-0.033	0.115	0.376	0.161	0.109	0.039	0.234	-0.000	0.189	0.053	0.378	0.357	0.012	0.003	0.405
calls_out_tot_p	0.008	-0.110	0.043	-0.008	0.264	0.205	0.331	0.012	1.000	-0.276	0.101	-0.070	0.104	0.117	-0.033	0.285	0.170	0.109	0.206	0.338	0.244	-0.050	0.055	0.170	0.018	0.023	0.231	0.303	0.304	0.096	-0.021	0.108
calls_in_tot_p	0.111	0.112	0.035	0.125	-0.223	-0.103	-0.187	0.071	-0.276	1.000	0.006	-0.067	0.065	-0.006	-0.071	-0.220	-0.112	-0.109	-0.163	-0.208	-0.156	-0.021	0.007	-0.058	0.024	0.027	-0.151	-0.159	-0.167	-0.058	-0.011	-0.055
no_answer_calls_p	-0.003	0.018	0.043	0.005	-0.108	-0.064	-0.092	-0.125	0.101	0.006	1.000	-0.060	0.008	-0.042	0.016	0.016	0.022	-0.081	-0.146	-0.163	-0.024	-0.080	0.021	-0.047	0.010	-0.170	-0.169	-0.154	-0.066	-0.066	-0.064	-0.073
month_voice_out_c	0.075	0.090	0.015	0.031	0.029	-0.038	-0.050	0.036	-0.070	-0.067	-0.060	1.000	-0.061	0.050	-0.096	-0.019	-0.061	0.015	0.075	-0.044	0.072	0.087	0.024	0.112	0.144	-0.019	0.067	0.021	0.024	-0.025	-0.036	0.020
duration_all_in_a	0.007	-0.065	0.016	0.053	0.011	0.081	0.064	-0.032	0.104	0.065	0.008	-0.061	1.000	0.042	-0.034	-0.023	0.037	-0.032	0.142	0.079	0.067	-0.038	0.123	-0.038	0.018	0.063	0.065	0.063	0.130	-0.087	-0.007	-0.002
duration_all_out_a	-0.086	-0.046	-0.079	0.027	0.197	0.117	0.130	0.067	0.117	-0.006	-0.042	0.050	0.042	1.000	-0.138	0.102	0.057	0.094	0.075	0.091	0.078	0.054	0.051	0.122	0.071	0.069	0.101	0.120	0.097	0.055	0.145	0.080
duration_all_inout_c	-0.063	0.031	-0.004	-0.062	-0.028	0.067	0.087	-0.025	-0.033	-0.071	0.016	-0.096	-0.034	-0.138	1.000	-0.033	-0.045	0.011	-0.025	0.071	0.019	-0.003	-0.046	-0.097	-0.073	-0.066	-0.092	0.042	0.035	0.040	-0.064	0.009
setup_time_avg_a	-0.027	0.044	-0.015	0.025	0.149	0.139	0.119	0.142	0.285	-0.220	0.016	-0.019	-0.023	0.102	-0.033	1.000	0.118	0.086	0.062	0.097	0.009	0.079	0.003	0.052	0.046	0.086	0.218	0.148	0.121	0.077	0.118	0.064
setup_failure_perc_a	-0.009	0.020	0.094	-0.020	0.150	0.245	0.076	-0.035	0.170	-0.112	0.022	-0.061	0.037	0.057	-0.045	0.118	1.000	0.097	0.108	0.139	0.032	0.075	0.125	0.094	0.053	0.120	0.150	0.108	0.098	0.031	0.047	0.048
dropped_calls_perc_a	-0.049	-0.060	-0.060	-0.048	0.336	0.071	0.058	-0.033	0.109	-0.109	-0.081	0.015	-0.032	0.094	0.011	0.086	0.097	1.000	0.082	0.102	0.037	0.049	0.053	0.102	0.024	0.076	0.153	0.088	0.011	-0.038	-0.024	0.024
mo_mos_avg_a	-0.046	-0.023	-0.015	0.062	0.085	0.068	0.131	0.115	0.206	-0.163	-0.146	0.075	0.142	0.075	-0.025	0.062	0.108	0.082	1.000	0.253	0.120	0.065	0.143	0.057	-0.089	0.137	0.189	0.221	0.159	0.039	-0.068	0.020
recharges_month_a	-0.014	-0.085	-0.034	-0.052	0.281	0.274	0.370	0.376	0.338	-0.208	-0.163	-0.044	0.079	0.091	0.071	0.097	0.139	0.102	0.253	1.000	0.362	0.216	0.214	0.187	0.105	0.235	0.107	0.808	0.571	0.194	-0.026	0.235
nr_recharges_month_a	-0.013	-0.029	0.064	-0.006	0.179	0.174	0.199	0.161	0.244	-0.156	-0.024	0.072	0.067	0.078	0.019	0.009	0.032	0.037	0.120	0.362	1.000	0.117	0.087	0.178	0.037	0.129	0.167	0.354	0.583	0.021	0.009	0.157
paq_datos_m1	-0.036	0.017	-0.033	0.038	0.012	0.013	0.129	0.109	-0.050	-0.021	-0.080	0.087	-0.038	0.054	-0.003	0.079	0.075	0.049	0.065	0.216	0.117	1.000	0.235	0.078	0.153	0.405	0.126	0.206	0.241	-0.020	-0.019	-0.003
paq_990_m1	-0.049	-0.009	0.027	-0.010	-0.064	0.015	0.006	0.039	0.055	0.007	0.021	0.024	0.123	0.051	-0.046	0.003	0.125	0.053	0.143	0.214	0.087	0.235	1.000	-0.059	0.108	0.511	0.123	0.224	0.228	0.018	-0.095	-0.087
paq_min_m1	0.011	0.056	-0.008	0.042	0.230	0.204	0.191	0.234	0.170	-0.058	-0.047	0.112	-0.038	0.122	-0.097	0.052	0.094	0.102	0.057	0.187	0.178	0.078	-0.059	1.000	0.174	0.042	0.125	0.193	0.276	0.044	0.171	0.348
paq_bund_m1	-0.076	-0.056	-0.013	0.033	0.124	0.179	-0.025	-0.000	0.018	0.024	0.010	0.144	0.018	0.071	-0.073	0.046	0.053	0.024	-0.089	0.105	0.037	0.153	0.108	0.174	1.000	0.133	0.082	0.166	0.093	0.005	0.012	0.082
consumo_granel_m1	0.016	0.077	0.055	0.091	0.021	0.135	0.108	0.189	0.023	0.027	-0.170	-0.019	0.063	0.069	-0.066	0.086	0.120	0.076	0.137	0.235	0.129	0.405	0.511	0.042	0.133	1.000	0.214	0.259	0.280	0.020	-0.080	0.044
consumos_voz_m1	0.017	-0.003	-0.004	0.022	0.168	0.130	0.189	0.053	0.231	-0.151	-0.169	0.067	0.065	0.101	-0.092	0.218	0.150	0.153	0.189	0.107	0.167	0.126	0.123	0.125	0.082	0.214	1.000	0.192	0.262	-0.010	0.081	0.044
vlr_cargas_m1	-0.016	-0.070	-0.049	-0.048	0.355	0.358	0.353	0.378	0.303	-0.159	-0.154	0.021	0.063	0.120	0.042	0.148	0.108	0.088	0.221	0.808	0.354	0.206	0.224	0.193	0.166	0.259	0.192	1.000	0.701	0.403	0.007	0.244
cant_cargas_m1	0.040	-0.013	-0.003	-0.029	0.324	0.358	0.427	0.357	0.304	-0.167	-0.066	0.024	0.130	0.097	0.035	0.121	0.098	0.011	0.159	0.571	0.583	0.241	0.228	0.276	0.093	0.280	0.262	0.701	1.000	0.065	-0.029	0.237
pyp_m1	0.012	0.049	-0.030	0.004	0.018	0.057	-0.004	0.012	0.096	-0.058	-0.066	-0.025	-0.087	0.055	0.040	0.077	0.031	-0.038	0.039	0.194	0.021	-0.020	0.018	0.044	0.005	0.020	-0.010	0.403	0.065	1.000	0.059	0.082
promo_recarga_m1	-0.079	-0.027	0.014	-0.037	0.121	0.043	0.029	0.003	-0.021	-0.011	-0.064	-0.036	-0.007	0.145	-0.064	0.118	0.047	-0.024	-0.068	-0.026	0.009	-0.019	-0.095	0.171	0.012	-0.080	0.081	0.007	-0.029	0.059	1.000	0.209
dia_sorpresa_m1	-0.099	-0.103	-0.097	-0.019	0.224	0.230	0.308	0.405	0.108	-0.055	-0.073	0.020	-0.002	0.080	0.009	0.064	0.048	0.024	0.020	0.235	0.157	-0.003	-0.087	0.348	0.082	0.044	0.044	0.244	0.237	0.082	0.209	1.000

Heatmap
Table

	calidad_produc	calif_voz	senal_voz	estabil_llamada	calls_drop_s	calls_failure_s	calls_out_month_p	calls_in_month_p	calls_out_tot_p	calls_in_tot_p	no_answer_calls_p	month_voice_out_c	duration_all_in_a	duration_all_out_a	duration_all_inout_c	setup_time_avg_a	setup_failure_perc_a	dropped_calls_perc_a	mo_mos_avg_a	recharges_month_a	nr_recharges_month_a	paq_datos_m1	paq_990_m1	paq_min_m1	paq_bund_m1	consumo_granel_m1	consumos_voz_m1	vlr_cargas_m1	cant_cargas_m1	pyp_m1	promo_recarga_m1	dia_sorpresa_m1
calidad_produc	1.000	0.601	0.494	0.486	-0.090	-0.044	0.053	0.030	0.004	0.095	0.083	0.059	0.019	-0.039	-0.056	-0.012	-0.009	-0.031	-0.041	-0.004	0.024	-0.054	-0.067	0.022	-0.082	-0.013	0.019	-0.001	0.036	-0.011	-0.086	-0.122
calif_voz	0.601	1.000	0.632	0.641	-0.092	0.010	0.019	0.023	-0.079	0.090	0.061	0.092	-0.058	0.002	-0.000	0.035	0.035	-0.038	0.035	-0.040	-0.020	-0.004	-0.006	0.060	-0.070	0.060	0.007	-0.017	0.014	0.059	-0.070	-0.119
senal_voz	0.494	0.632	1.000	0.670	-0.077	-0.059	0.053	-0.071	0.037	0.010	0.107	-0.024	0.014	-0.036	0.014	0.002	0.105	-0.031	0.034	0.001	0.011	-0.029	0.034	-0.004	-0.016	0.051	0.007	0.009	0.009	-0.036	0.016	-0.107
estabil_llamada	0.486	0.641	0.670	1.000	-0.022	0.054	0.085	0.080	-0.034	0.098	0.034	0.020	0.044	0.042	-0.056	0.027	0.035	-0.013	0.063	-0.010	0.031	0.044	-0.000	0.017	0.027	0.091	0.033	0.010	0.049	-0.019	-0.038	-0.049
calls_drop_s	-0.090	-0.092	-0.077	-0.022	1.000	0.585	0.381	0.159	0.372	-0.299	-0.066	0.046	0.047	0.192	-0.017	0.191	0.318	0.328	0.166	0.484	0.332	0.065	0.063	0.166	0.082	0.118	0.290	0.571	0.527	0.131	0.035	0.136
calls_failure_s	-0.044	0.010	-0.059	0.054	0.585	1.000	0.337	0.249	0.307	-0.154	-0.052	0.045	0.082	0.238	0.027	0.200	0.391	0.225	0.159	0.455	0.243	0.047	0.121	0.242	0.169	0.162	0.244	0.555	0.501	0.179	0.044	0.177
calls_out_month_p	0.053	0.019	0.053	0.085	0.381	0.337	1.000	0.254	0.425	-0.267	0.053	-0.025	0.166	0.148	0.049	0.196	0.281	0.229	0.205	0.508	0.334	0.129	0.126	0.190	0.005	0.125	0.311	0.430	0.474	0.068	-0.018	0.146
calls_in_month_p	0.030	0.023	-0.071	0.080	0.159	0.249	0.254	1.000	-0.073	0.146	-0.098	0.018	0.035	0.059	-0.041	0.111	0.075	0.031	0.088	0.307	0.189	0.102	0.016	0.125	0.032	0.165	0.008	0.300	0.285	0.058	-0.044	0.138
calls_out_tot_p	0.004	-0.079	0.037	-0.034	0.372	0.307	0.425	-0.073	1.000	-0.461	0.088	-0.070	0.088	0.146	-0.030	0.284	0.273	0.227	0.205	0.449	0.306	-0.048	0.042	0.176	0.006	0.012	0.219	0.404	0.362	0.101	-0.013	0.114
calls_in_tot_p	0.095	0.090	0.010	0.098	-0.299	-0.154	-0.267	0.146	-0.461	1.000	0.043	-0.050	0.074	-0.044	-0.059	-0.236	-0.167	-0.160	-0.149	-0.337	-0.238	-0.014	0.013	-0.080	0.032	0.032	-0.148	-0.278	-0.261	-0.068	-0.013	-0.069
no_answer_calls_p	0.083	0.061	0.107	0.034	-0.066	-0.052	0.053	-0.098	0.088	0.043	1.000	-0.103	0.046	-0.055	-0.011	0.031	0.017	-0.107	-0.073	-0.129	-0.012	-0.029	0.068	-0.001	-0.008	-0.083	-0.065	-0.095	-0.006	-0.066	-0.062	-0.098
month_voice_out_c	0.059	0.092	-0.024	0.020	0.046	0.045	-0.025	0.018	-0.070	-0.050	-0.103	1.000	-0.049	0.061	-0.096	-0.047	-0.033	-0.007	0.072	-0.036	0.054	0.087	0.024	0.112	0.144	-0.019	0.067	0.039	0.034	-0.025	-0.036	0.020
duration_all_in_a	0.019	-0.058	0.014	0.044	0.047	0.082	0.166	0.035	0.088	0.074	0.046	-0.049	1.000	0.054	-0.029	-0.034	0.088	0.032	0.165	0.122	0.070	-0.042	0.123	-0.028	0.030	0.057	0.064	0.130	0.152	-0.068	-0.006	0.003
duration_all_out_a	-0.039	0.002	-0.036	0.042	0.192	0.238	0.148	0.059	0.146	-0.044	-0.055	0.061	0.054	1.000	-0.130	0.169	0.110	0.194	0.097	0.219	0.189	0.055	0.047	0.140	0.095	0.082	0.153	0.211	0.212	0.065	0.133	0.077
duration_all_inout_c	-0.056	-0.000	0.014	-0.056	-0.017	0.027	0.049	-0.041	-0.030	-0.059	-0.011	-0.096	-0.029	-0.130	1.000	-0.002	-0.050	0.012	-0.014	-0.004	-0.072	-0.003	-0.046	-0.097	-0.073	-0.066	-0.092	-0.061	-0.029	0.040	-0.064	0.009
setup_time_avg_a	-0.012	0.035	0.002	0.027	0.191	0.200	0.196	0.111	0.284	-0.236	0.031	-0.047	-0.034	0.169	-0.002	1.000	0.220	0.179	0.046	0.227	0.101	0.103	0.068	0.043	0.076	0.142	0.231	0.221	0.204	0.081	0.104	0.063
setup_failure_perc_a	-0.009	0.035	0.105	0.035	0.318	0.391	0.281	0.075	0.273	-0.167	0.017	-0.033	0.088	0.110	-0.050	0.220	1.000	0.192	0.151	0.317	0.202	0.066	0.172	0.152	0.071	0.173	0.214	0.321	0.277	0.077	0.051	0.084
dropped_calls_perc_a	-0.031	-0.038	-0.031	-0.013	0.328	0.225	0.229	0.031	0.227	-0.160	-0.107	-0.007	0.032	0.194	0.012	0.179	0.192	1.000	0.168	0.375	0.186	0.069	0.118	0.125	0.046	0.131	0.273	0.320	0.217	0.041	-0.054	0.012
mo_mos_avg_a	-0.041	0.035	0.034	0.063	0.166	0.159	0.205	0.088	0.205	-0.149	-0.073	0.072	0.165	0.097	-0.014	0.046	0.151	0.168	1.000	0.371	0.216	0.119	0.218	0.027	-0.019	0.207	0.190	0.300	0.232	0.022	-0.085	-0.002
recharges_month_a	-0.004	-0.040	0.001	-0.010	0.484	0.455	0.508	0.307	0.449	-0.337	-0.129	-0.036	0.122	0.219	-0.004	0.227	0.317	0.375	0.371	1.000	0.584	0.221	0.329	0.193	0.130	0.357	0.327	0.842	0.705	0.231	-0.064	0.178
nr_recharges_month_a	0.024	-0.020	0.011	0.031	0.332	0.243	0.334	0.189	0.306	-0.238	-0.012	0.054	0.070	0.189	-0.072	0.101	0.202	0.186	0.216	0.584	1.000	0.211	0.140	0.093	0.042	0.254	0.294	0.508	0.616	0.058	-0.081	0.083
paq_datos_m1	-0.054	-0.004	-0.029	0.044	0.065	0.047	0.129	0.102	-0.048	-0.014	-0.029	0.087	-0.042	0.055	-0.003	0.103	0.066	0.069	0.119	0.221	0.211	1.000	0.235	0.078	0.153	0.405	0.126	0.263	0.338	-0.020	-0.019	-0.003
paq_990_m1	-0.067	-0.006	0.034	-0.000	0.063	0.121	0.126	0.016	0.042	0.013	0.068	0.024	0.123	0.047	-0.046	0.068	0.172	0.118	0.218	0.329	0.140	0.235	1.000	-0.059	0.108	0.511	0.123	0.310	0.275	0.018	-0.095	-0.087
paq_min_m1	0.022	0.060	-0.004	0.017	0.166	0.242	0.190	0.125	0.176	-0.080	-0.001	0.112	-0.028	0.140	-0.097	0.043	0.152	0.125	0.027	0.193	0.093	0.078	-0.059	1.000	0.174	0.042	0.125	0.202	0.245	0.044	0.171	0.348
paq_bund_m1	-0.082	-0.070	-0.016	0.027	0.082	0.169	0.005	0.032	0.006	0.032	-0.008	0.144	0.030	0.095	-0.073	0.076	0.071	0.046	-0.019	0.130	0.042	0.153	0.108	0.174	1.000	0.133	0.082	0.207	0.146	0.005	0.012	0.082
consumo_granel_m1	-0.013	0.060	0.051	0.091	0.118	0.162	0.125	0.165	0.012	0.032	-0.083	-0.019	0.057	0.082	-0.066	0.142	0.173	0.131	0.207	0.357	0.254	0.405	0.511	0.042	0.133	1.000	0.214	0.350	0.368	0.020	-0.080	0.044
consumos_voz_m1	0.019	0.007	0.007	0.033	0.290	0.244	0.311	0.008	0.219	-0.148	-0.065	0.067	0.064	0.153	-0.092	0.231	0.214	0.273	0.190	0.327	0.294	0.126	0.123	0.125	0.082	0.214	1.000	0.369	0.422	-0.010	0.081	0.044
vlr_cargas_m1	-0.001	-0.017	0.009	0.010	0.571	0.555	0.430	0.300	0.404	-0.278	-0.095	0.039	0.130	0.211	-0.061	0.221	0.321	0.320	0.300	0.842	0.508	0.263	0.310	0.202	0.207	0.350	0.369	1.000	0.814	0.300	-0.016	0.159
cant_cargas_m1	0.036	0.014	0.009	0.049	0.527	0.501	0.474	0.285	0.362	-0.261	-0.006	0.034	0.152	0.212	-0.029	0.204	0.277	0.217	0.232	0.705	0.616	0.338	0.275	0.245	0.146	0.368	0.422	0.814	1.000	0.098	-0.088	0.138
pyp_m1	-0.011	0.059	-0.036	-0.019	0.131	0.179	0.068	0.058	0.101	-0.068	-0.066	-0.025	-0.068	0.065	0.040	0.081	0.077	0.041	0.022	0.231	0.058	-0.020	0.018	0.044	0.005	0.020	-0.010	0.300	0.098	1.000	0.059	0.082
promo_recarga_m1	-0.086	-0.070	0.016	-0.038	0.035	0.044	-0.018	-0.044	-0.013	-0.013	-0.062	-0.036	-0.006	0.133	-0.064	0.104	0.051	-0.054	-0.085	-0.064	-0.081	-0.019	-0.095	0.171	0.012	-0.080	0.081	-0.016	-0.088	0.059	1.000	0.209
dia_sorpresa_m1	-0.122	-0.119	-0.107	-0.049	0.136	0.177	0.146	0.138	0.114	-0.069	-0.098	0.020	0.003	0.077	0.009	0.063	0.084	0.012	-0.002	0.178	0.083	-0.003	-0.087	0.348	0.082	0.044	0.044	0.159	0.138	0.082	0.209	1.000

Heatmap
Table

	region	technology	max_network_voice	month_voice_out_c	paq_bund_m1	dia_sorpresa_m1	grupo_edad	paq_datos_m1	paq_min_m1	gener	target	pyp_m1	estado_civil	duration_all_inout_c	promo_recarga_m1	tipo_m1	uso_serv_cliente	max_rech	antigued	consumo_granel_m1	data_usur	band_7	paq_990_m1	consumos_voz_m1
region	1.000	0.000	0.000	0.000	0.000	0.000	0.054	0.139	0.000	0.086	0.298	0.000	0.000	0.078	0.051	0.127	0.000	0.088	0.000	0.000	0.000	0.037	0.000	0.000
technology	0.000	1.000	0.770	0.000	0.101	0.000	0.235	0.247	0.000	0.087	0.069	0.063	0.000	0.000	0.000	0.127	0.170	0.329	0.065	0.433	0.371	0.979	0.382	0.006
max_network_voice	0.000	0.770	1.000	0.000	0.071	0.000	0.348	0.295	0.000	0.084	0.000	0.069	0.000	0.000	0.000	0.100	0.217	0.503	0.053	0.511	0.339	0.287	0.390	0.000
month_voice_out_c	0.000	0.000	0.000	1.000	0.117	0.000	0.000	0.055	0.085	0.000	0.026	0.000	0.000	0.069	0.000	0.138	0.000	0.000	0.035	0.000	0.000	0.000	0.000	0.006
paq_bund_m1	0.000	0.101	0.071	0.117	1.000	0.000	0.000	0.123	0.142	0.025	0.000	0.000	0.000	0.017	0.000	0.000	0.091	0.114	0.000	0.105	0.087	0.043	0.074	0.017
dia_sorpresa_m1	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.304	0.029	0.000	0.000	0.048	0.000	0.158	0.000	0.000	0.384	0.000	0.000	0.000	0.000	0.019	0.000
grupo_edad	0.054	0.235	0.348	0.000	0.000	0.000	1.000	0.265	0.143	0.069	0.000	0.065	0.181	0.066	0.082	0.176	0.175	0.154	0.000	0.219	0.375	0.178	0.147	0.000
paq_datos_m1	0.139	0.247	0.295	0.055	0.123	0.000	0.265	1.000	0.034	0.000	0.000	0.000	0.096	0.000	0.000	0.159	0.101	0.568	0.000	0.393	0.359	0.000	0.219	0.098
paq_min_m1	0.000	0.000	0.000	0.085	0.142	0.304	0.143	0.034	1.000	0.049	0.037	0.000	0.038	0.066	0.144	0.000	0.051	0.310	0.000	0.000	0.000	0.000	0.000	0.094
gener	0.086	0.087	0.084	0.000	0.025	0.029	0.069	0.000	0.049	1.000	0.000	0.124	0.000	0.000	0.000	0.000	0.000	0.054	0.000	0.000	0.000	0.000	0.000	0.000
target	0.298	0.069	0.000	0.026	0.000	0.000	0.000	0.000	0.037	0.000	1.000	0.089	0.109	0.000	0.000	0.000	0.000	0.000	0.038	0.000	0.000	0.000	0.000	0.000
pyp_m1	0.000	0.063	0.069	0.000	0.000	0.000	0.065	0.000	0.000	0.124	0.089	1.000	0.000	0.000	0.000	0.163	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
estado_civil	0.000	0.000	0.000	0.000	0.000	0.048	0.181	0.096	0.038	0.000	0.109	0.000	1.000	0.067	0.000	0.000	0.000	0.075	0.034	0.000	0.000	0.059	0.000	0.088
duration_all_inout_c	0.078	0.000	0.000	0.069	0.017	0.000	0.066	0.000	0.066	0.000	0.000	0.000	0.067	1.000	0.000	0.000	0.000	0.000	0.081	0.019	0.056	0.007	0.000	0.059
promo_recarga_m1	0.051	0.000	0.000	0.000	0.000	0.158	0.082	0.000	0.144	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.130	0.012	0.040	0.000	0.000	0.061	0.030
tipo_m1	0.127	0.127	0.100	0.138	0.000	0.000	0.176	0.159	0.000	0.000	0.000	0.163	0.000	0.000	0.000	1.000	0.077	0.163	0.111	0.011	0.064	0.000	0.000	0.000
uso_serv_cliente	0.000	0.170	0.217	0.000	0.091	0.000	0.175	0.101	0.051	0.000	0.000	0.000	0.000	0.000	0.000	0.077	1.000	0.053	0.093	0.115	0.119	0.117	0.000	0.081
max_rech	0.088	0.329	0.503	0.000	0.114	0.384	0.154	0.568	0.310	0.054	0.000	0.000	0.075	0.000	0.130	0.163	0.053	1.000	0.000	0.550	0.418	0.308	0.615	0.168
antigued	0.000	0.065	0.053	0.035	0.000	0.000	0.000	0.000	0.000	0.000	0.038	0.000	0.034	0.081	0.012	0.111	0.093	0.000	1.000	0.000	0.000	0.000	0.000	0.084
consumo_granel_m1	0.000	0.433	0.511	0.000	0.105	0.000	0.219	0.393	0.000	0.000	0.000	0.000	0.000	0.019	0.040	0.011	0.115	0.550	0.000	1.000	0.455	0.216	0.502	0.196
data_usur	0.000	0.371	0.339	0.000	0.087	0.000	0.375	0.359	0.000	0.000	0.000	0.000	0.000	0.056	0.000	0.064	0.119	0.418	0.000	0.455	1.000	0.212	0.302	0.000
band_7	0.037	0.979	0.287	0.000	0.043	0.000	0.178	0.000	0.000	0.000	0.000	0.000	0.059	0.007	0.000	0.000	0.117	0.308	0.000	0.216	0.212	1.000	0.180	0.044
paq_990_m1	0.000	0.382	0.390	0.000	0.074	0.019	0.147	0.219	0.000	0.000	0.000	0.000	0.000	0.000	0.061	0.000	0.000	0.615	0.000	0.502	0.302	0.180	1.000	0.096
consumos_voz_m1	0.000	0.006	0.000	0.006	0.017	0.000	0.000	0.098	0.094	0.000	0.000	0.000	0.088	0.059	0.030	0.000	0.081	0.168	0.084	0.196	0.000	0.044	0.096	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script